Class

ai.h2o.sparkling.ml.algos

H2OAlgorithm

Related Doc: package algos

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abstract class H2OAlgorithm[P <: Parameters] extends Estimator[H2OMOJOModel] with H2OAlgoCommonUtils with DefaultParamsWritable with H2OAlgoCommonParams[P] with RestCommunication

Base class for H2O algorithm wrapper as a Spark transformer.

Linear Supertypes
H2OAlgoCommonParams[P], H2OCommonParams, H2OMOJOAlgoSharedParams, H2OAlgoParamsHelper[P], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2ODRF, H2ODeepLearning, H2OGBM, H2OGLM, H2OKMeans, H2OSupervisedAlgorithm, H2OTreeBasedSupervisedAlgorithm, H2OUnsupervisedAlgorithm, H2OXGBoost
Ordering
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  2. By Inheritance
Inherited
  1. H2OAlgorithm
  2. H2OAlgoCommonParams
  3. H2OCommonParams
  4. H2OMOJOAlgoSharedParams
  5. H2OAlgoParamsHelper
  6. DefaultParamsWritable
  7. MLWritable
  8. H2OAlgoCommonUtils
  9. EstimatorCommonUtils
  10. RestCommunication
  11. RestEncodingUtils
  12. Logging
  13. Estimator
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OAlgorithm()(implicit arg0: ClassTag[P])

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Type Members

  1. abstract type H2O_SCHEMA

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    Definition Classes
    H2OAlgoParamsHelper

Abstract Value Members

  1. abstract def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  2. abstract def paramTag: ClassTag[P]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  3. abstract def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  4. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  7. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  8. def checkResponseCode(connection: HttpURLConnection): Unit

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    Definition Classes
    RestCommunication

  9. final def clear(param: Param[_]): H2OAlgorithm.this.type

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    Definition Classes
    Params

  10. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  11. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  12. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  14. def copy(extra: ParamMap): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params

  16. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
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    Definition Classes
    Params

  17. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  18. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  19. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  20. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  21. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  22. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  23. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  24. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  25. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  26. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  27. def explainParam(param: Param[_]): String

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    Definition Classes
    Params

  28. def explainParams(): String

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    Definition Classes
    Params

  29. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

  30. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params

  31. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  32. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  33. def fit(dataset: Dataset[_]): H2OMOJOModel

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    Definition Classes
    H2OAlgorithm → Estimator

  34. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  35. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  36. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

  37. def floatParam(name: String, doc: Option[String] = None): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  38. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  39. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  40. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  41. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

  42. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any

  43. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  44. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  45. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  46. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  47. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  48. def getDistribution(): String

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    Definition Classes
    H2OAlgoCommonParams

  49. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  50. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams

  51. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  52. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  53. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  54. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  55. def getModelId(): String

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    Definition Classes
    H2OAlgoCommonParams

  56. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  57. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

  58. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params

  59. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoCommonParams

  60. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params

  61. def getPredictionCol(): String

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    Definition Classes
    H2OMOJOAlgoSharedParams

  62. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  63. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  64. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  65. def getWithContributions(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  66. def getWithDetailedPredictionCol(): Boolean

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    Definition Classes
    H2OMOJOAlgoSharedParams

  67. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params

  68. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  69. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  70. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  71. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  72. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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    Definition Classes
    RestCommunication

  73. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  74. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  75. def intParam(name: String, doc: Option[String] = None): IntParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  76. def intParam(name: String, doc: String): IntParam

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    Attributes
    protected
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    H2OAlgoParamsHelper

  77. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params

  78. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  79. def isPrimitiveType(value: Any): Boolean

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    Attributes
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    RestEncodingUtils

  80. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params

  81. def isTraceEnabled(): Boolean

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    Attributes
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    Logging

  82. def log: Logger

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    Attributes
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    Logging

  83. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging

  84. def logDebug(msg: ⇒ String): Unit

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    Logging

  85. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Logging

  86. def logError(msg: ⇒ String): Unit

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    Logging

  87. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Logging

  88. def logInfo(msg: ⇒ String): Unit

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    Logging

  89. def logName: String

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    Logging

  90. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Logging

  91. def logTrace(msg: ⇒ String): Unit

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    Logging

  92. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging

  93. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
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    Logging

  94. def longParam(name: String, doc: Option[String] = None): LongParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  95. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  96. final val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams

  97. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  98. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  99. final val nfolds: IntParam

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    Attributes
    protected
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    H2OCommonParams

  100. final def notify(): Unit

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    Definition Classes
    AnyRef

  101. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  102. def nullableDoubleArrayArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayArrayParam

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    Attributes
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    H2OAlgoParamsHelper

  103. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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    H2OAlgoParamsHelper

  104. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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    H2OAlgoParamsHelper

  105. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    H2OAlgoParamsHelper

  106. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

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    H2OAlgoParamsHelper

  107. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    H2OAlgoParamsHelper

  108. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

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    H2OAlgoParamsHelper

  109. def nullableStringParam(name: String, doc: String): NullableStringParam

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    H2OAlgoParamsHelper

  110. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Attributes
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    H2OAlgoParamsHelper

  111. def param[T](name: String, doc: String): Param[T]

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    H2OAlgoParamsHelper

  112. var parameters: P

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    H2OAlgoParamsHelper

  113. lazy val params: Array[Param[_]]

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    Definition Classes
    Params

  114. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  115. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame], Array[String])

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    Attributes
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    H2OAlgoCommonUtils

  116. def prepareH2OTrainFrameForFitting(frame: H2OFrame): Unit

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    Attributes
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  117. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)])(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  118. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean): InputStream

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    Attributes
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    Definition Classes
    RestCommunication

  119. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  120. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  121. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  122. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  123. final def set(paramPair: ParamPair[_]): H2OAlgorithm.this.type

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    Attributes
    protected
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    Params

  124. final def set(param: String, value: Any): H2OAlgorithm.this.type

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    protected
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    Params

  125. final def set[T](param: Param[T], value: T): H2OAlgorithm.this.type

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    Definition Classes
    Params

  126. def setAllStringColumnsToCategorical(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$4 , x$3 )

  127. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  128. def setColumnsToCategorical(columns: Array[String]): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  129. def setColumnsToCategorical(first: String, others: String*): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  130. def setConvertInvalidNumbersToNa(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  131. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  132. final def setDefault(paramPairs: ParamPair[_]*): H2OAlgorithm.this.type

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    Attributes
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    Params

  133. final def setDefault[T](param: Param[T], value: T): H2OAlgorithm.this.type

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    Attributes
    protected
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    Params

  134. def setDetailedPredictionCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  135. def setDistribution(value: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoCommonParams

  136. def setFeaturesCol(first: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  137. def setFeaturesCols(columnNames: ArrayList[String]): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  138. def setFeaturesCols(columnNames: Array[String]): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  139. def setFeaturesCols(first: String, others: String*): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  140. def setFoldCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  141. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoCommonParams

  142. def setKeepCrossValidationPredictions(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoCommonParams

  143. def setModelId(id: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoCommonParams

  144. def setNamedMojoOutputColumns(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  145. def setNfolds(value: Int): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  146. def setParallelizeCrossValidation(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoCommonParams

  147. def setPredictionCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  148. def setSeed(value: Long): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  149. def setSplitRatio(ratio: Double): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  150. def setWeightCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  151. def setWithContributions(enabled: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  152. def setWithDetailedPredictionCol(enabled: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams

  153. final val splitRatio: DoubleParam

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    H2OCommonParams

  154. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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    H2OAlgoParamsHelper

  155. def stringArrayParam(name: String, doc: String): StringArrayParam

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    H2OAlgoParamsHelper

  156. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    H2OAlgoParamsHelper

  157. def stringParam(name: String, doc: String): Param[String]

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper

  158. def stringify(value: Any): String

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    protected
    Definition Classes
    RestEncodingUtils

  159. def stringifyArray(arr: Array[_]): String

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    RestEncodingUtils

  160. def stringifyMap(map: Map[_, _]): String

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    Definition Classes
    RestEncodingUtils

  161. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    Attributes
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    RestEncodingUtils

  162. def stringifyPrimitiveParam(value: Any): String

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    RestEncodingUtils

  163. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef

  164. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  165. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  166. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

  167. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  168. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  169. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  170. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  171. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  172. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  173. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  174. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams

  175. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OAlgoCommonParams[P]

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from H2OAlgoParamsHelper[P]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped